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Nearly-Optimal Algorithm for Adversarial Kernelized Bandits

cs.LG · 2026-05-11 · unverdicted · novelty 7.0

Exponential-weight algorithm attains Õ(√(T γ_T)) adversarial regret for kernelized bandits, with matching lower bounds for SE and Matérn kernels plus a Nyström-efficient variant.

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  • Nearly-Optimal Algorithm for Adversarial Kernelized Bandits cs.LG · 2026-05-11 · unverdicted · none · ref 3

    Exponential-weight algorithm attains Õ(√(T γ_T)) adversarial regret for kernelized bandits, with matching lower bounds for SE and Matérn kernels plus a Nyström-efficient variant.